Predicting Stroke Risk in Patients
About
Dataset
EDA
Analysis of Model
Source code
|
id |
gender |
age |
hypertension |
heart_disease |
ever_married |
work_type |
Residence_type |
avg_glucose_level |
bmi |
smoking_status |
stroke |
| 0 |
9046 |
Male |
67.00 |
0 |
1 |
Yes |
Private |
Urban |
228.69 |
36.6 |
formerly smoked |
1 |
| 1 |
51676 |
Female |
61.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
202.21 |
NaN |
never smoked |
1 |
| 2 |
31112 |
Male |
80.00 |
0 |
1 |
Yes |
Private |
Rural |
105.92 |
32.5 |
never smoked |
1 |
| 3 |
60182 |
Female |
49.00 |
0 |
0 |
Yes |
Private |
Urban |
171.23 |
34.4 |
smokes |
1 |
| 4 |
1665 |
Female |
79.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
174.12 |
24.0 |
never smoked |
1 |
| 5 |
56669 |
Male |
81.00 |
0 |
0 |
Yes |
Private |
Urban |
186.21 |
29.0 |
formerly smoked |
1 |
| 6 |
53882 |
Male |
74.00 |
1 |
1 |
Yes |
Private |
Rural |
70.09 |
27.4 |
never smoked |
1 |
| 7 |
10434 |
Female |
69.00 |
0 |
0 |
No |
Private |
Urban |
94.39 |
22.8 |
never smoked |
1 |
| 8 |
27419 |
Female |
59.00 |
0 |
0 |
Yes |
Private |
Rural |
76.15 |
NaN |
Unknown |
1 |
| 9 |
60491 |
Female |
78.00 |
0 |
0 |
Yes |
Private |
Urban |
58.57 |
24.2 |
Unknown |
1 |
| 10 |
12109 |
Female |
81.00 |
1 |
0 |
Yes |
Private |
Rural |
80.43 |
29.7 |
never smoked |
1 |
| 11 |
12095 |
Female |
61.00 |
0 |
1 |
Yes |
Govt_job |
Rural |
120.46 |
36.8 |
smokes |
1 |
| 12 |
12175 |
Female |
54.00 |
0 |
0 |
Yes |
Private |
Urban |
104.51 |
27.3 |
smokes |
1 |
| 13 |
8213 |
Male |
78.00 |
0 |
1 |
Yes |
Private |
Urban |
219.84 |
NaN |
Unknown |
1 |
| 14 |
5317 |
Female |
79.00 |
0 |
1 |
Yes |
Private |
Urban |
214.09 |
28.2 |
never smoked |
1 |
| 15 |
58202 |
Female |
50.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
167.41 |
30.9 |
never smoked |
1 |
| 16 |
56112 |
Male |
64.00 |
0 |
1 |
Yes |
Private |
Urban |
191.61 |
37.5 |
smokes |
1 |
| 17 |
34120 |
Male |
75.00 |
1 |
0 |
Yes |
Private |
Urban |
221.29 |
25.8 |
smokes |
1 |
| 18 |
27458 |
Female |
60.00 |
0 |
0 |
No |
Private |
Urban |
89.22 |
37.8 |
never smoked |
1 |
| 19 |
25226 |
Male |
57.00 |
0 |
1 |
No |
Govt_job |
Urban |
217.08 |
NaN |
Unknown |
1 |
| 20 |
70630 |
Female |
71.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
193.94 |
22.4 |
smokes |
1 |
| 21 |
13861 |
Female |
52.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
233.29 |
48.9 |
never smoked |
1 |
| 22 |
68794 |
Female |
79.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
228.70 |
26.6 |
never smoked |
1 |
| 23 |
64778 |
Male |
82.00 |
0 |
1 |
Yes |
Private |
Rural |
208.30 |
32.5 |
Unknown |
1 |
| 24 |
4219 |
Male |
71.00 |
0 |
0 |
Yes |
Private |
Urban |
102.87 |
27.2 |
formerly smoked |
1 |
| 25 |
70822 |
Male |
80.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
104.12 |
23.5 |
never smoked |
1 |
| 26 |
38047 |
Female |
65.00 |
0 |
0 |
Yes |
Private |
Rural |
100.98 |
28.2 |
formerly smoked |
1 |
| 27 |
61843 |
Male |
58.00 |
0 |
0 |
Yes |
Private |
Rural |
189.84 |
NaN |
Unknown |
1 |
| 28 |
54827 |
Male |
69.00 |
0 |
1 |
Yes |
Self-employed |
Urban |
195.23 |
28.3 |
smokes |
1 |
| 29 |
69160 |
Male |
59.00 |
0 |
0 |
Yes |
Private |
Rural |
211.78 |
NaN |
formerly smoked |
1 |
| 30 |
43717 |
Male |
57.00 |
1 |
0 |
Yes |
Private |
Urban |
212.08 |
44.2 |
smokes |
1 |
| 31 |
33879 |
Male |
42.00 |
0 |
0 |
Yes |
Private |
Rural |
83.41 |
25.4 |
Unknown |
1 |
| 32 |
39373 |
Female |
82.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
196.92 |
22.2 |
never smoked |
1 |
| 33 |
54401 |
Male |
80.00 |
0 |
1 |
Yes |
Self-employed |
Urban |
252.72 |
30.5 |
formerly smoked |
1 |
| 34 |
14248 |
Male |
48.00 |
0 |
0 |
No |
Govt_job |
Urban |
84.20 |
29.7 |
never smoked |
1 |
| 35 |
712 |
Female |
82.00 |
1 |
1 |
No |
Private |
Rural |
84.03 |
26.5 |
formerly smoked |
1 |
| 36 |
47269 |
Male |
74.00 |
0 |
0 |
Yes |
Private |
Rural |
219.72 |
33.7 |
formerly smoked |
1 |
| 37 |
24977 |
Female |
72.00 |
1 |
0 |
Yes |
Private |
Rural |
74.63 |
23.1 |
formerly smoked |
1 |
| 38 |
47306 |
Male |
58.00 |
0 |
0 |
No |
Private |
Rural |
92.62 |
32.0 |
Unknown |
1 |
| 39 |
62602 |
Female |
49.00 |
0 |
0 |
Yes |
Private |
Urban |
60.91 |
29.9 |
never smoked |
1 |
| 40 |
4651 |
Male |
78.00 |
0 |
0 |
Yes |
Private |
Rural |
78.03 |
23.9 |
formerly smoked |
1 |
| 41 |
1261 |
Male |
54.00 |
0 |
0 |
Yes |
Private |
Urban |
71.22 |
28.5 |
never smoked |
1 |
| 42 |
61960 |
Male |
82.00 |
0 |
1 |
Yes |
Private |
Urban |
144.90 |
26.4 |
smokes |
1 |
| 43 |
1845 |
Female |
63.00 |
0 |
0 |
Yes |
Private |
Urban |
90.90 |
NaN |
formerly smoked |
1 |
| 44 |
7937 |
Male |
60.00 |
1 |
0 |
Yes |
Govt_job |
Urban |
213.03 |
20.2 |
smokes |
1 |
| 45 |
19824 |
Male |
76.00 |
1 |
0 |
Yes |
Private |
Rural |
243.58 |
33.6 |
never smoked |
1 |
| 46 |
37937 |
Female |
75.00 |
0 |
1 |
No |
Self-employed |
Urban |
109.78 |
NaN |
Unknown |
1 |
| 47 |
47472 |
Female |
58.00 |
0 |
0 |
Yes |
Private |
Urban |
107.26 |
38.6 |
formerly smoked |
1 |
| 48 |
35626 |
Male |
81.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
99.33 |
33.7 |
never smoked |
1 |
| 49 |
36338 |
Female |
39.00 |
1 |
0 |
Yes |
Private |
Rural |
58.09 |
39.2 |
smokes |
1 |
| 50 |
18587 |
Female |
76.00 |
0 |
0 |
No |
Private |
Urban |
89.96 |
NaN |
Unknown |
1 |
| 51 |
15102 |
Male |
78.00 |
1 |
0 |
Yes |
Private |
Urban |
75.32 |
NaN |
formerly smoked |
1 |
| 52 |
59190 |
Female |
79.00 |
0 |
1 |
Yes |
Private |
Rural |
127.29 |
27.7 |
never smoked |
1 |
| 53 |
47167 |
Female |
77.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
124.13 |
31.4 |
never smoked |
1 |
| 54 |
8752 |
Female |
63.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
197.54 |
NaN |
never smoked |
1 |
| 55 |
25831 |
Male |
63.00 |
0 |
1 |
Yes |
Private |
Rural |
196.71 |
36.5 |
formerly smoked |
1 |
| 56 |
38829 |
Female |
82.00 |
0 |
0 |
Yes |
Private |
Rural |
59.32 |
33.2 |
never smoked |
1 |
| 57 |
66400 |
Male |
78.00 |
0 |
0 |
Yes |
Private |
Urban |
237.75 |
NaN |
formerly smoked |
1 |
| 58 |
58631 |
Male |
73.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
194.99 |
32.8 |
never smoked |
1 |
| 59 |
5111 |
Female |
54.00 |
1 |
0 |
Yes |
Govt_job |
Urban |
180.93 |
27.7 |
never smoked |
1 |
| 60 |
10710 |
Female |
56.00 |
0 |
0 |
Yes |
Private |
Urban |
185.17 |
40.4 |
formerly smoked |
1 |
| 61 |
55927 |
Female |
80.00 |
1 |
0 |
Yes |
Private |
Rural |
74.90 |
22.2 |
never smoked |
1 |
| 62 |
65842 |
Female |
67.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
61.94 |
25.3 |
smokes |
1 |
| 63 |
19557 |
Female |
45.00 |
0 |
0 |
Yes |
Private |
Rural |
93.72 |
30.2 |
formerly smoked |
1 |
| 64 |
7356 |
Male |
75.00 |
0 |
0 |
Yes |
Private |
Urban |
104.72 |
NaN |
Unknown |
1 |
| 65 |
17013 |
Male |
78.00 |
1 |
0 |
No |
Private |
Urban |
113.01 |
24.0 |
never smoked |
1 |
| 66 |
17004 |
Female |
70.00 |
0 |
0 |
Yes |
Private |
Urban |
221.58 |
47.5 |
never smoked |
1 |
| 67 |
72366 |
Male |
76.00 |
0 |
0 |
Yes |
Private |
Urban |
104.47 |
20.3 |
Unknown |
1 |
| 68 |
6118 |
Male |
59.00 |
0 |
0 |
Yes |
Private |
Urban |
86.23 |
30.0 |
formerly smoked |
1 |
| 69 |
7371 |
Female |
80.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
72.67 |
28.9 |
never smoked |
1 |
| 70 |
70676 |
Female |
76.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
62.57 |
NaN |
formerly smoked |
1 |
| 71 |
2326 |
Female |
67.00 |
1 |
0 |
Yes |
Private |
Rural |
179.12 |
28.1 |
formerly smoked |
1 |
| 72 |
27169 |
Female |
66.00 |
1 |
0 |
Yes |
Govt_job |
Rural |
116.55 |
31.1 |
formerly smoked |
1 |
| 73 |
50784 |
Male |
63.00 |
0 |
0 |
Yes |
Private |
Rural |
228.56 |
27.4 |
never smoked |
1 |
| 74 |
19773 |
Female |
52.00 |
0 |
0 |
Yes |
Private |
Rural |
96.59 |
26.4 |
never smoked |
1 |
| 75 |
66159 |
Female |
80.00 |
0 |
1 |
Yes |
Self-employed |
Rural |
66.72 |
21.7 |
formerly smoked |
1 |
| 76 |
36236 |
Male |
80.00 |
1 |
0 |
Yes |
Private |
Urban |
240.09 |
27.0 |
never smoked |
1 |
| 77 |
71673 |
Female |
79.00 |
0 |
0 |
Yes |
Private |
Urban |
110.85 |
24.1 |
formerly smoked |
1 |
| 78 |
45805 |
Female |
51.00 |
0 |
0 |
Yes |
Private |
Urban |
165.31 |
NaN |
never smoked |
1 |
| 79 |
42117 |
Male |
43.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
143.43 |
45.9 |
Unknown |
1 |
| 80 |
57419 |
Male |
59.00 |
0 |
0 |
Yes |
Private |
Rural |
96.16 |
44.1 |
Unknown |
1 |
| 81 |
26015 |
Female |
66.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
101.45 |
NaN |
Unknown |
1 |
| 82 |
26727 |
Female |
79.00 |
0 |
0 |
No |
Private |
Rural |
88.92 |
22.9 |
never smoked |
1 |
| 83 |
66638 |
Female |
68.00 |
1 |
0 |
No |
Self-employed |
Urban |
79.79 |
29.7 |
never smoked |
1 |
| 84 |
70042 |
Male |
58.00 |
0 |
0 |
Yes |
Private |
Urban |
71.20 |
NaN |
Unknown |
1 |
| 85 |
32399 |
Male |
54.00 |
0 |
0 |
Yes |
Private |
Rural |
96.97 |
29.1 |
smokes |
1 |
| 86 |
3253 |
Male |
61.00 |
0 |
1 |
Yes |
Private |
Rural |
111.81 |
27.3 |
smokes |
1 |
| 87 |
71796 |
Female |
70.00 |
0 |
1 |
Yes |
Private |
Rural |
59.35 |
32.3 |
formerly smoked |
1 |
| 88 |
14499 |
Male |
47.00 |
0 |
0 |
Yes |
Private |
Urban |
86.94 |
41.1 |
formerly smoked |
1 |
| 89 |
49130 |
Male |
74.00 |
0 |
0 |
Yes |
Private |
Urban |
98.55 |
25.6 |
Unknown |
1 |
| 90 |
28291 |
Female |
79.00 |
0 |
1 |
Yes |
Private |
Urban |
226.98 |
29.8 |
never smoked |
1 |
| 91 |
51169 |
Male |
81.00 |
0 |
0 |
Yes |
Private |
Urban |
72.81 |
26.3 |
never smoked |
1 |
| 92 |
66315 |
Female |
57.00 |
0 |
0 |
No |
Self-employed |
Urban |
68.02 |
37.5 |
never smoked |
1 |
| 93 |
37726 |
Female |
80.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
68.56 |
26.2 |
Unknown |
1 |
| 94 |
54385 |
Male |
45.00 |
0 |
0 |
Yes |
Private |
Rural |
64.14 |
29.4 |
never smoked |
1 |
| 95 |
2458 |
Female |
78.00 |
0 |
0 |
Yes |
Private |
Rural |
235.63 |
32.3 |
never smoked |
1 |
| 96 |
35512 |
Female |
70.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
76.34 |
24.4 |
formerly smoked |
1 |
| 97 |
56841 |
Male |
58.00 |
0 |
1 |
Yes |
Private |
Rural |
240.59 |
31.4 |
smokes |
1 |
| 98 |
8154 |
Male |
57.00 |
1 |
0 |
Yes |
Govt_job |
Urban |
78.92 |
27.7 |
formerly smoked |
1 |
| 99 |
4639 |
Female |
69.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
82.81 |
28.0 |
never smoked |
1 |
| 100 |
12363 |
Male |
64.00 |
0 |
1 |
Yes |
Govt_job |
Urban |
74.10 |
28.8 |
Unknown |
1 |
| 101 |
63973 |
Female |
77.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
190.32 |
31.4 |
never smoked |
1 |
| 102 |
45277 |
Female |
74.00 |
0 |
0 |
Yes |
Private |
Rural |
231.61 |
34.6 |
formerly smoked |
1 |
| 103 |
4712 |
Female |
81.00 |
0 |
1 |
Yes |
Self-employed |
Rural |
78.70 |
19.4 |
Unknown |
1 |
| 104 |
33175 |
Female |
57.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
110.52 |
28.5 |
Unknown |
1 |
| 105 |
2346 |
Male |
58.00 |
0 |
0 |
Yes |
Private |
Urban |
82.30 |
NaN |
smokes |
1 |
| 106 |
42072 |
Female |
50.00 |
1 |
0 |
Yes |
Private |
Rural |
73.18 |
30.3 |
formerly smoked |
1 |
| 107 |
12062 |
Female |
54.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
191.82 |
40.4 |
smokes |
1 |
| 108 |
30456 |
Female |
79.00 |
0 |
0 |
Yes |
Private |
Rural |
93.05 |
24.2 |
never smoked |
1 |
| 109 |
59125 |
Female |
53.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
64.17 |
41.5 |
never smoked |
1 |
| 110 |
56546 |
Male |
79.00 |
0 |
1 |
Yes |
Private |
Rural |
129.98 |
22.6 |
formerly smoked |
1 |
| 111 |
48405 |
Male |
80.00 |
0 |
1 |
Yes |
Private |
Urban |
68.53 |
24.2 |
smokes |
1 |
| 112 |
36706 |
Female |
76.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
106.41 |
NaN |
formerly smoked |
1 |
| 113 |
41069 |
Female |
45.00 |
0 |
0 |
Yes |
Private |
Rural |
224.10 |
56.6 |
never smoked |
1 |
| 114 |
71639 |
Female |
68.00 |
0 |
0 |
No |
Govt_job |
Urban |
82.10 |
27.1 |
Unknown |
1 |
| 115 |
53401 |
Male |
71.00 |
1 |
1 |
No |
Govt_job |
Rural |
216.94 |
30.9 |
never smoked |
1 |
| 116 |
60744 |
Male |
61.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
76.11 |
27.3 |
smokes |
1 |
| 117 |
7547 |
Male |
74.00 |
0 |
0 |
Yes |
Private |
Urban |
72.96 |
31.3 |
smokes |
1 |
| 118 |
31720 |
Female |
38.00 |
0 |
0 |
No |
Self-employed |
Urban |
82.28 |
24.0 |
formerly smoked |
1 |
| 119 |
5563 |
Female |
77.00 |
0 |
0 |
Yes |
Private |
Urban |
105.22 |
31.0 |
never smoked |
1 |
| 120 |
68798 |
Female |
58.00 |
0 |
0 |
Yes |
Private |
Rural |
59.86 |
28.0 |
formerly smoked |
1 |
| 121 |
72918 |
Female |
53.00 |
1 |
0 |
Yes |
Private |
Urban |
62.55 |
30.3 |
Unknown |
1 |
| 122 |
13491 |
Male |
80.00 |
0 |
0 |
Yes |
Private |
Rural |
259.63 |
31.7 |
smokes |
1 |
| 123 |
44033 |
Male |
56.00 |
1 |
0 |
Yes |
Private |
Rural |
249.31 |
35.8 |
never smoked |
1 |
| 124 |
14164 |
Female |
72.00 |
0 |
0 |
Yes |
Private |
Urban |
219.91 |
NaN |
Unknown |
1 |
| 125 |
50522 |
Female |
72.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
131.41 |
28.4 |
never smoked |
1 |
| 126 |
3352 |
Male |
78.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
93.13 |
NaN |
formerly smoked |
1 |
| 127 |
70943 |
Female |
80.00 |
0 |
0 |
Yes |
Private |
Urban |
73.54 |
24.0 |
Unknown |
1 |
| 128 |
37132 |
Male |
82.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
200.59 |
29.0 |
formerly smoked |
1 |
| 129 |
48796 |
Female |
75.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
62.48 |
NaN |
Unknown |
1 |
| 130 |
53440 |
Female |
73.00 |
1 |
0 |
Yes |
Private |
Rural |
190.14 |
36.5 |
never smoked |
1 |
| 131 |
16817 |
Female |
78.00 |
1 |
0 |
No |
Private |
Urban |
130.54 |
20.1 |
never smoked |
1 |
| 132 |
69551 |
Male |
69.00 |
1 |
0 |
No |
Private |
Rural |
182.99 |
36.5 |
never smoked |
1 |
| 133 |
31563 |
Female |
38.00 |
0 |
0 |
Yes |
Private |
Rural |
101.45 |
NaN |
formerly smoked |
1 |
| 134 |
20387 |
Female |
68.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
206.09 |
26.7 |
never smoked |
1 |
| 135 |
71279 |
Female |
71.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
263.32 |
38.7 |
never smoked |
1 |
| 136 |
55824 |
Male |
76.00 |
0 |
0 |
Yes |
Private |
Urban |
140.10 |
29.9 |
formerly smoked |
1 |
| 137 |
11762 |
Female |
76.00 |
0 |
0 |
Yes |
Private |
Urban |
207.28 |
34.9 |
Unknown |
1 |
| 138 |
29281 |
Male |
76.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
194.37 |
27.0 |
formerly smoked |
1 |
| 139 |
30683 |
Female |
75.00 |
0 |
0 |
Yes |
Private |
Rural |
199.20 |
26.6 |
Unknown |
1 |
| 140 |
20439 |
Male |
82.00 |
0 |
1 |
Yes |
Govt_job |
Rural |
103.68 |
25.0 |
never smoked |
1 |
| 141 |
45965 |
Female |
59.00 |
0 |
0 |
Yes |
Private |
Rural |
116.44 |
23.8 |
smokes |
1 |
| 142 |
8045 |
Female |
74.00 |
1 |
0 |
Yes |
Private |
Urban |
70.28 |
21.8 |
never smoked |
1 |
| 143 |
37651 |
Female |
69.00 |
1 |
1 |
No |
Self-employed |
Urban |
72.17 |
36.8 |
never smoked |
1 |
| 144 |
17308 |
Female |
72.00 |
1 |
0 |
Yes |
Private |
Urban |
221.79 |
30.0 |
never smoked |
1 |
| 145 |
67981 |
Male |
66.00 |
0 |
0 |
Yes |
Private |
Urban |
151.16 |
27.5 |
formerly smoked |
1 |
| 146 |
41241 |
Male |
65.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
68.43 |
NaN |
formerly smoked |
1 |
| 147 |
62861 |
Female |
78.00 |
0 |
0 |
Yes |
Private |
Urban |
67.29 |
24.6 |
never smoked |
1 |
| 148 |
72081 |
Female |
57.00 |
1 |
0 |
Yes |
Govt_job |
Rural |
67.41 |
32.9 |
never smoked |
1 |
| 149 |
58978 |
Female |
70.00 |
0 |
1 |
Yes |
Private |
Rural |
239.07 |
26.1 |
never smoked |
1 |
| 150 |
11933 |
Female |
79.00 |
0 |
0 |
Yes |
Private |
Rural |
169.67 |
NaN |
Unknown |
1 |
| 151 |
46703 |
Male |
68.00 |
0 |
1 |
Yes |
Private |
Urban |
223.83 |
31.9 |
formerly smoked |
1 |
| 152 |
32503 |
Female |
80.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
76.57 |
34.1 |
never smoked |
1 |
| 153 |
12482 |
Male |
68.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
77.82 |
27.5 |
smokes |
1 |
| 154 |
56939 |
Female |
55.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
92.98 |
25.6 |
never smoked |
1 |
| 155 |
24669 |
Female |
77.00 |
0 |
1 |
Yes |
Private |
Rural |
231.56 |
36.9 |
never smoked |
1 |
| 156 |
43054 |
Female |
50.00 |
0 |
0 |
Yes |
Private |
Rural |
102.16 |
31.4 |
smokes |
1 |
| 157 |
59437 |
Female |
57.00 |
0 |
0 |
Yes |
Private |
Urban |
221.89 |
37.3 |
smokes |
1 |
| 158 |
66258 |
Female |
71.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
195.71 |
34.1 |
formerly smoked |
1 |
| 159 |
34567 |
Female |
81.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
74.02 |
25.0 |
never smoked |
1 |
| 160 |
50931 |
Female |
76.00 |
0 |
0 |
Yes |
Private |
Urban |
57.92 |
NaN |
formerly smoked |
1 |
| 161 |
16590 |
Male |
71.00 |
0 |
1 |
Yes |
Private |
Urban |
81.76 |
NaN |
smokes |
1 |
| 162 |
69768 |
Female |
1.32 |
0 |
0 |
No |
children |
Urban |
70.37 |
NaN |
Unknown |
1 |
| 163 |
20426 |
Female |
78.00 |
1 |
0 |
No |
Private |
Urban |
203.87 |
45.7 |
never smoked |
1 |
| 164 |
3512 |
Female |
70.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
89.13 |
34.2 |
formerly smoked |
1 |
| 165 |
42899 |
Male |
78.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
133.19 |
23.6 |
formerly smoked |
1 |
| 166 |
63453 |
Female |
56.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
162.23 |
27.3 |
Unknown |
1 |
| 167 |
43364 |
Male |
79.00 |
1 |
0 |
Yes |
Private |
Rural |
75.02 |
NaN |
never smoked |
1 |
| 168 |
44993 |
Female |
79.00 |
1 |
0 |
No |
Govt_job |
Urban |
98.02 |
22.3 |
formerly smoked |
1 |
| 169 |
210 |
Male |
81.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
91.54 |
31.4 |
never smoked |
1 |
| 170 |
28939 |
Male |
64.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
111.98 |
NaN |
formerly smoked |
1 |
| 171 |
60739 |
Female |
79.00 |
1 |
1 |
No |
Self-employed |
Rural |
60.94 |
NaN |
never smoked |
1 |
| 172 |
67432 |
Female |
60.00 |
0 |
0 |
Yes |
Private |
Urban |
97.43 |
26.4 |
smokes |
1 |
| 173 |
2182 |
Female |
80.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
91.02 |
32.9 |
formerly smoked |
1 |
| 174 |
40899 |
Female |
78.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
60.67 |
NaN |
formerly smoked |
1 |
| 175 |
14431 |
Male |
72.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
185.49 |
37.1 |
never smoked |
1 |
| 176 |
62466 |
Female |
80.00 |
0 |
0 |
Yes |
Private |
Urban |
64.44 |
45.0 |
never smoked |
1 |
| 177 |
36841 |
Male |
78.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
56.11 |
25.5 |
formerly smoked |
1 |
| 178 |
33486 |
Female |
80.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
110.66 |
NaN |
Unknown |
1 |
| 179 |
65105 |
Male |
81.00 |
0 |
0 |
Yes |
Private |
Urban |
213.22 |
26.1 |
Unknown |
1 |
| 180 |
54567 |
Female |
46.00 |
0 |
0 |
Yes |
Private |
Urban |
78.18 |
30.8 |
never smoked |
1 |
| 181 |
66204 |
Male |
59.00 |
0 |
0 |
Yes |
Private |
Urban |
111.04 |
32.0 |
formerly smoked |
1 |
| 182 |
39912 |
Female |
32.00 |
0 |
0 |
Yes |
Private |
Rural |
76.13 |
29.9 |
smokes |
1 |
| 183 |
8003 |
Female |
77.00 |
0 |
0 |
No |
Private |
Urban |
81.32 |
NaN |
Unknown |
1 |
| 184 |
28378 |
Male |
61.00 |
1 |
1 |
Yes |
Private |
Urban |
112.24 |
37.4 |
smokes |
1 |
| 185 |
41081 |
Male |
63.00 |
0 |
0 |
Yes |
Private |
Rural |
137.30 |
31.7 |
formerly smoked |
1 |
| 186 |
16077 |
Male |
63.00 |
0 |
1 |
Yes |
Self-employed |
Urban |
116.69 |
34.5 |
formerly smoked |
1 |
| 187 |
67895 |
Female |
82.00 |
1 |
1 |
Yes |
Govt_job |
Urban |
215.94 |
27.9 |
formerly smoked |
1 |
| 188 |
30184 |
Male |
82.00 |
0 |
0 |
Yes |
Private |
Rural |
86.62 |
29.5 |
formerly smoked |
1 |
| 189 |
66955 |
Male |
61.00 |
0 |
1 |
Yes |
Private |
Urban |
209.86 |
NaN |
Unknown |
1 |
| 190 |
24905 |
Female |
65.00 |
0 |
0 |
Yes |
Private |
Urban |
205.77 |
46.0 |
formerly smoked |
1 |
| 191 |
66071 |
Male |
51.00 |
1 |
0 |
Yes |
Private |
Urban |
112.16 |
42.5 |
formerly smoked |
1 |
| 192 |
36255 |
Male |
59.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
118.03 |
35.5 |
smokes |
1 |
| 193 |
69112 |
Male |
68.00 |
1 |
1 |
Yes |
Private |
Rural |
271.74 |
31.1 |
smokes |
1 |
| 194 |
23410 |
Female |
72.00 |
0 |
0 |
Yes |
Private |
Rural |
97.92 |
26.9 |
smokes |
1 |
| 195 |
64373 |
Male |
59.00 |
0 |
0 |
Yes |
Private |
Urban |
200.62 |
35.8 |
formerly smoked |
1 |
| 196 |
58267 |
Male |
70.00 |
1 |
0 |
Yes |
Private |
Rural |
242.52 |
45.5 |
formerly smoked |
1 |
| 197 |
35684 |
Male |
69.00 |
0 |
0 |
Yes |
Private |
Rural |
93.81 |
28.5 |
Unknown |
1 |
| 198 |
18937 |
Male |
79.00 |
0 |
0 |
Yes |
Private |
Rural |
114.77 |
NaN |
formerly smoked |
1 |
| 199 |
491 |
Female |
74.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
74.96 |
26.6 |
never smoked |
1 |
| 200 |
54695 |
Male |
74.00 |
0 |
0 |
Yes |
Private |
Urban |
167.13 |
NaN |
Unknown |
1 |
| 201 |
68627 |
Male |
80.00 |
1 |
1 |
Yes |
Private |
Urban |
175.29 |
31.5 |
formerly smoked |
1 |
| 202 |
8580 |
Female |
77.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
90.00 |
32.0 |
never smoked |
1 |
| 203 |
28484 |
Female |
78.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
109.47 |
30.8 |
never smoked |
1 |
| 204 |
62019 |
Male |
54.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
87.85 |
31.1 |
smokes |
1 |
| 205 |
51314 |
Female |
78.00 |
0 |
0 |
Yes |
Private |
Urban |
106.74 |
33.0 |
formerly smoked |
1 |
| 206 |
37060 |
Female |
81.00 |
0 |
0 |
Yes |
Private |
Rural |
80.13 |
23.4 |
never smoked |
1 |
| 207 |
35578 |
Male |
78.00 |
0 |
0 |
No |
Self-employed |
Urban |
90.19 |
26.9 |
never smoked |
1 |
| 208 |
54921 |
Male |
78.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
134.80 |
33.6 |
Unknown |
1 |
| 209 |
33454 |
Female |
63.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
106.58 |
23.9 |
Unknown |
1 |
| 210 |
33943 |
Female |
39.00 |
0 |
0 |
Yes |
Private |
Urban |
83.24 |
26.3 |
never smoked |
1 |
| 211 |
62439 |
Female |
51.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
103.43 |
27.3 |
formerly smoked |
1 |
| 212 |
31179 |
Male |
63.00 |
0 |
0 |
Yes |
Private |
Urban |
208.65 |
30.7 |
never smoked |
1 |
| 213 |
66866 |
Female |
48.00 |
0 |
0 |
Yes |
Private |
Urban |
74.11 |
20.5 |
never smoked |
1 |
| 214 |
2548 |
Female |
81.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
95.84 |
21.5 |
never smoked |
1 |
| 215 |
68025 |
Female |
79.00 |
0 |
1 |
No |
Private |
Urban |
205.33 |
31.0 |
smokes |
1 |
| 216 |
2390 |
Male |
78.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
116.10 |
27.1 |
never smoked |
1 |
| 217 |
29552 |
Female |
55.00 |
1 |
1 |
Yes |
Private |
Urban |
210.40 |
40.0 |
smokes |
1 |
| 218 |
25904 |
Female |
76.00 |
1 |
1 |
Yes |
Self-employed |
Urban |
199.86 |
NaN |
smokes |
1 |
| 219 |
31421 |
Male |
73.00 |
0 |
1 |
Yes |
Govt_job |
Rural |
219.73 |
28.6 |
never smoked |
1 |
| 220 |
20463 |
Male |
81.00 |
1 |
1 |
Yes |
Private |
Urban |
250.89 |
28.1 |
smokes |
1 |
| 221 |
68023 |
Male |
79.00 |
0 |
0 |
Yes |
Private |
Rural |
72.73 |
28.4 |
never smoked |
1 |
| 222 |
12689 |
Female |
63.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
205.35 |
42.2 |
formerly smoked |
1 |
| 223 |
54724 |
Female |
81.00 |
0 |
0 |
No |
Govt_job |
Urban |
70.30 |
25.8 |
smokes |
1 |
| 224 |
8899 |
Male |
49.00 |
0 |
0 |
No |
Private |
Rural |
104.86 |
31.9 |
smokes |
1 |
| 225 |
39186 |
Female |
57.00 |
0 |
1 |
Yes |
Private |
Urban |
216.58 |
31.0 |
Unknown |
1 |
| 226 |
32729 |
Female |
81.00 |
0 |
0 |
Yes |
Private |
Rural |
184.40 |
27.5 |
never smoked |
1 |
| 227 |
39105 |
Male |
74.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
60.98 |
NaN |
never smoked |
1 |
| 228 |
31154 |
Female |
39.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
97.76 |
29.6 |
smokes |
1 |
| 229 |
69959 |
Female |
80.00 |
1 |
0 |
No |
Private |
Urban |
66.03 |
35.4 |
never smoked |
1 |
| 230 |
10552 |
Female |
81.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
81.95 |
16.9 |
never smoked |
1 |
| 231 |
12917 |
Female |
79.00 |
0 |
0 |
Yes |
Private |
Urban |
97.73 |
21.5 |
smokes |
1 |
| 232 |
68356 |
Female |
73.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
70.94 |
34.4 |
never smoked |
1 |
| 233 |
23368 |
Female |
77.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
199.84 |
28.0 |
formerly smoked |
1 |
| 234 |
25974 |
Male |
78.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
218.46 |
26.8 |
Unknown |
1 |
| 235 |
1210 |
Female |
68.00 |
0 |
0 |
Yes |
Private |
Rural |
211.06 |
39.3 |
Unknown |
1 |
| 236 |
28493 |
Male |
57.00 |
0 |
0 |
Yes |
Private |
Urban |
86.30 |
31.7 |
Unknown |
1 |
| 237 |
36857 |
Male |
77.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
162.14 |
32.6 |
formerly smoked |
1 |
| 238 |
1836 |
Female |
51.00 |
1 |
0 |
Yes |
Private |
Urban |
88.20 |
28.4 |
never smoked |
1 |
| 239 |
32221 |
Male |
60.00 |
0 |
1 |
Yes |
Private |
Urban |
91.92 |
35.9 |
smokes |
1 |
| 240 |
10548 |
Male |
66.00 |
0 |
0 |
Yes |
Private |
Rural |
76.46 |
21.2 |
formerly smoked |
1 |
| 241 |
52282 |
Male |
57.00 |
0 |
0 |
Yes |
Private |
Rural |
197.28 |
34.5 |
formerly smoked |
1 |
| 242 |
45535 |
Male |
68.00 |
0 |
0 |
Yes |
Private |
Rural |
233.94 |
42.4 |
never smoked |
1 |
| 243 |
40460 |
Female |
68.00 |
1 |
1 |
Yes |
Private |
Urban |
247.51 |
40.5 |
formerly smoked |
1 |
| 244 |
17739 |
Male |
57.00 |
0 |
0 |
Yes |
Private |
Rural |
84.96 |
36.7 |
Unknown |
1 |
| 245 |
49669 |
Female |
14.00 |
0 |
0 |
No |
children |
Rural |
57.93 |
30.9 |
Unknown |
1 |
| 246 |
27153 |
Female |
75.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
78.80 |
29.3 |
formerly smoked |
1 |
| 247 |
34060 |
Male |
71.00 |
1 |
0 |
Yes |
Self-employed |
Rural |
87.80 |
NaN |
Unknown |
1 |
| 248 |
43424 |
Female |
78.00 |
0 |
0 |
Yes |
Private |
Rural |
78.81 |
19.6 |
Unknown |
1 |
| 249 |
30669 |
Male |
3.00 |
0 |
0 |
No |
children |
Rural |
95.12 |
18.0 |
Unknown |
0 |
| 250 |
30468 |
Male |
58.00 |
1 |
0 |
Yes |
Private |
Urban |
87.96 |
39.2 |
never smoked |
0 |
| 251 |
16523 |
Female |
8.00 |
0 |
0 |
No |
Private |
Urban |
110.89 |
17.6 |
Unknown |
0 |
| 252 |
56543 |
Female |
70.00 |
0 |
0 |
Yes |
Private |
Rural |
69.04 |
35.9 |
formerly smoked |
0 |
| 253 |
46136 |
Male |
14.00 |
0 |
0 |
No |
Never_worked |
Rural |
161.28 |
19.1 |
Unknown |
0 |
| 254 |
32257 |
Female |
47.00 |
0 |
0 |
Yes |
Private |
Urban |
210.95 |
50.1 |
Unknown |
0 |
| 255 |
52800 |
Female |
52.00 |
0 |
0 |
Yes |
Private |
Urban |
77.59 |
17.7 |
formerly smoked |
0 |
| 256 |
41413 |
Female |
75.00 |
0 |
1 |
Yes |
Self-employed |
Rural |
243.53 |
27.0 |
never smoked |
0 |
| 257 |
15266 |
Female |
32.00 |
0 |
0 |
Yes |
Private |
Rural |
77.67 |
32.3 |
smokes |
0 |
| 258 |
28674 |
Female |
74.00 |
1 |
0 |
Yes |
Self-employed |
Urban |
205.84 |
54.6 |
never smoked |
0 |
| 259 |
10460 |
Female |
79.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
77.08 |
35.0 |
Unknown |
0 |
| 260 |
64908 |
Male |
79.00 |
0 |
1 |
Yes |
Private |
Urban |
57.08 |
22.0 |
formerly smoked |
0 |
| 261 |
63884 |
Female |
37.00 |
0 |
0 |
Yes |
Private |
Rural |
162.96 |
39.4 |
never smoked |
0 |
| 262 |
37893 |
Female |
37.00 |
0 |
0 |
Yes |
Private |
Rural |
73.50 |
26.1 |
formerly smoked |
0 |
| 263 |
67855 |
Female |
40.00 |
0 |
0 |
Yes |
Private |
Rural |
95.04 |
42.4 |
never smoked |
0 |
| 264 |
25774 |
Male |
35.00 |
0 |
0 |
No |
Private |
Rural |
85.37 |
33.0 |
never smoked |
0 |
| 265 |
19584 |
Female |
20.00 |
0 |
0 |
No |
Private |
Urban |
84.62 |
19.7 |
smokes |
0 |
| 266 |
24447 |
Female |
42.00 |
0 |
0 |
Yes |
Private |
Rural |
82.67 |
22.5 |
never smoked |
0 |
| 267 |
49589 |
Female |
44.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
57.33 |
24.6 |
smokes |
0 |
| 268 |
17986 |
Female |
79.00 |
0 |
1 |
Yes |
Self-employed |
Urban |
67.84 |
25.2 |
smokes |
0 |
| 269 |
29217 |
Female |
65.00 |
1 |
0 |
Yes |
Private |
Rural |
75.70 |
41.8 |
Unknown |
0 |
| 270 |
72911 |
Female |
57.00 |
1 |
0 |
Yes |
Private |
Rural |
129.54 |
60.9 |
smokes |
0 |
| 271 |
47175 |
Female |
49.00 |
0 |
0 |
Yes |
Private |
Rural |
60.22 |
31.5 |
smokes |
0 |
| 272 |
4057 |
Male |
71.00 |
0 |
0 |
Yes |
Private |
Urban |
198.21 |
27.3 |
formerly smoked |
0 |
| 273 |
48588 |
Female |
59.00 |
0 |
0 |
Yes |
Private |
Urban |
109.82 |
23.7 |
never smoked |
0 |
| 274 |
70336 |
Female |
25.00 |
0 |
0 |
Yes |
Private |
Urban |
60.84 |
24.5 |
never smoked |
0 |
| 275 |
66767 |
Female |
67.00 |
0 |
0 |
Yes |
Govt_job |
Rural |
94.61 |
28.4 |
smokes |
0 |
| 276 |
45801 |
Female |
38.00 |
0 |
0 |
No |
Private |
Rural |
97.49 |
26.9 |
never smoked |
0 |
| 277 |
36275 |
Female |
54.00 |
0 |
0 |
Yes |
Private |
Rural |
206.72 |
26.7 |
never smoked |
0 |
| 278 |
11577 |
Female |
70.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
214.45 |
31.2 |
never smoked |
0 |
| 279 |
67210 |
Male |
27.00 |
0 |
0 |
Yes |
Self-employed |
Urban |
82.90 |
25.0 |
Unknown |
0 |
| 280 |
29908 |
Female |
47.00 |
0 |
0 |
Yes |
Private |
Urban |
103.26 |
25.4 |
Unknown |
0 |
| 281 |
45222 |
Male |
58.00 |
1 |
0 |
No |
Private |
Urban |
55.78 |
27.5 |
smokes |
0 |
| 282 |
33759 |
Female |
3.00 |
0 |
0 |
No |
children |
Urban |
73.74 |
16.0 |
Unknown |
0 |
| 283 |
40311 |
Female |
58.00 |
0 |
0 |
Yes |
Private |
Urban |
149.75 |
27.0 |
Unknown |
0 |
| 284 |
26325 |
Male |
14.00 |
0 |
0 |
No |
Govt_job |
Urban |
82.34 |
31.6 |
Unknown |
0 |
| 285 |
65460 |
Female |
32.00 |
0 |
0 |
Yes |
Private |
Rural |
62.60 |
25.1 |
formerly smoked |
0 |
| 286 |
36811 |
Female |
23.00 |
0 |
0 |
No |
Private |
Urban |
94.09 |
30.9 |
never smoked |
0 |
| 287 |
71750 |
Female |
55.00 |
0 |
0 |
Yes |
Private |
Urban |
55.42 |
24.8 |
Unknown |
0 |
| 288 |
70970 |
Female |
17.00 |
0 |
0 |
No |
Self-employed |
Urban |
82.18 |
23.4 |
Unknown |
0 |
| 289 |
42203 |
Male |
59.00 |
0 |
0 |
Yes |
Private |
Urban |
117.92 |
29.4 |
smokes |
0 |
| 290 |
55680 |
Male |
13.00 |
0 |
0 |
No |
children |
Urban |
114.84 |
18.3 |
Unknown |
0 |
| 291 |
11014 |
Male |
4.00 |
0 |
0 |
No |
children |
Rural |
79.17 |
20.0 |
Unknown |
0 |
| 292 |
44338 |
Female |
16.00 |
0 |
0 |
No |
children |
Rural |
110.63 |
19.5 |
Unknown |
0 |
| 293 |
20980 |
Male |
67.00 |
0 |
0 |
Yes |
Private |
Urban |
190.70 |
36.0 |
formerly smoked |
0 |
| 294 |
34974 |
Female |
22.00 |
0 |
0 |
No |
Private |
Rural |
79.81 |
27.7 |
Unknown |
0 |
| 295 |
71379 |
Female |
45.00 |
0 |
0 |
Yes |
Govt_job |
Urban |
113.63 |
27.5 |
smokes |
0 |
| 296 |
58261 |
Female |
66.00 |
0 |
0 |
Yes |
Private |
Rural |
141.24 |
28.5 |
never smoked |
0 |
| 297 |
67318 |
Male |
58.00 |
1 |
0 |
Yes |
Govt_job |
Rural |
56.96 |
26.8 |
smokes |
0 |
| 298 |
28526 |
Male |
69.00 |
0 |
0 |
Yes |
Self-employed |
Rural |
203.04 |
33.6 |
never smoked |
0 |
| 299 |
8831 |
Female |
58.00 |
0 |
0 |
Yes |
Private |
Rural |
94.30 |
29.1 |
Unknown |
0 |